Abstract: A method for detecting scratches and bumps applied to a vehicle uses an acceleration sensor. Signals of the sensor are analyzed and evaluated based on duration and frequency.

Abstract: Methods and systems for servicing distributed generators are provided herein. For example, a system for servicing distributed generators comprises a distributed generator comprising a plurality of components, a controller communicatively connected to the plurality of components, and an unmanned aerial vehicle communicatively coupled to at least one of the plurality of components or the controller for at least one of transmitting and receiving data relating to the plurality of components.

Abstract: A device may process, using a first model and based on an entity-specific task description that is included in entity role data and that is associated with a role, the entity role data to identify a task associated with the role. The device may determine, using a second model and based on the entity-specific task description and standardized descriptions of automation-capable tasks, a task automation score associated with the task. The device may determine, using a third model and based on a characteristic of the task and mappings of standardized characteristics to a plurality of automation categories, a set of automation category scores for the task. The device may classify, based on the set of automation category scores, the task as being associated with a particular automation category, and may perform an action associated with the task automation score and the particular automation category.

Abstract: A multi-channel digital isolator includes a digital isolator and an interlock circuit. The isolator includes a transmitter having a transmitter output, a receiver having a receiver input and a receiver output, an isolation barrier coupled between the transmitter output and the receiver input, and an output buffer having a buffer input and configured to output an isolated signal. The transmitter is configured to transmit an input signal across the isolation barrier. The interlock circuit has an interlock input coupled to the receiver output and an interlock output coupled to the buffer input. The interlock module is configured to prevent overlapping active states between the first isolated signal and a complementary isolated signal. In some implementations, the digital isolator also includes a dead-time insertion circuit.

Abstract: An apparatus includes a processor and a non-transitory memory. The processor is configured to receive pre-operative patient specific data. The pre-operative patient specific data is inputted to a first machine learning model to determine a first predicted post-operative joint performance data output including first predicted post-operative outcome metrics. A reconstruction plan of the joint of the patient is generated based on a medical image of the joint, and at least one arthroplasty surgical parameter obtained from the user. The at least one arthroplasty surgical parameter is inputted into a second machine learning model to determine a second predicted post-operative joint performance data output including second predicted post-operative outcome metrics.

Abstract: The present invention is related to the novel solid dispersion formulations of an anticancer compound of formula A and a process for preparing the same wherein the anticancer compound is formulated with hydrophilic polymer. The said formulation showed enhanced dissolution of the anticancer compound and improved in-vivo anticancer activity. The said formulations are useful for the treatment of various types of cancer.

Abstract: A system and a method provide a memory-access technique that effectively parallelizes DRAM operations and coherency operations to reduce memory-access latency. The system may include a memory controller, an interconnect and a processor. The interconnect may be coupled to the memory controller. The processor may be coupled to the memory controller through a first path and a second path in which the first path is through the interconnect and the second path bypasses the interconnect. The processor may be configured to send substantially concurrently a memory access request to the memory controller via the first path and send a page activation request or a hint request to the memory controller via the second path so that the DRAM access operations appear to be masked, or hidden by the coherency operations.

Abstract: A water-filtration system includes four distinct porous media through which water is sequentially routed in a compact, self-contained four-stage filtration process. The porous media improves water quality by removing unwanted contaminants from the water and adding minerals and compounds to the water to improve water taste. A housing contains the the porous media. The housing includes connection points for incoming and outgoing water. The water-filtration system may be inserted into a water line upstream of a desired source of high-quality water, or may be integrated directly into an appliance or device that requires high-quality water.

Abstract: Examples are disclosed that relate to updating system software of a computing device located at a network edge between a local network and a cloud service. One disclosed example provides a method comprising booting into a system disk image at a boot location, receiving and storing an updated system disk image from a server computing device. The method further comprises changing the boot location from a location of the system disk image to a location of the updated system disk image and booting into the updated system disk image.

Abstract: A safe including a lock actuator and a control system communicatively connected with the lock actuator, and a method for controlling a lock actuator of a safe are provided. The lock actuator is configured to lock or unlock a mechanical or electronic lock of the safe. The control system includes a transmitter, a receiver, and a processor. The transmitter is configured to emit light (ex. infrared light) into the safe. The receiver is configured to receive light, for example, the same infrared wave, emitted from the transmitter and generate an output signal. The processor is configured to receive the output signal from the receiver and determine whether item is inside the safe. The control system disables the lock actuator from locking the safe when the output signal indicates no item is inside the safe.

Abstract: The present invention relates to the novel formulation for sustained or delayed release of rohitukine-rich Dysoxylum binectariferum extract/fraction and a process for preparing the same wherein the extract is wet-granulated using excipients i.e. biodegradable polymers and/or non-biodegradable polymers alone or in combination, and the said granules are either filled into a capsule or compressed into a tablet. The said formulation comprising a granulated extract/fraction of rohitukine-rich Dysoxylum binectariferum with polymers has resulted in a sustained release of the extract or fraction over a period of 16-24 hrs. The said formulations are useful in the treatment of inflammatory diseases.

Abstract: Digital image ordering based on object position and aesthetics is leveraged in a digital medium environment. According to various implementations, an image analysis system is implemented to identify visual objects in digital images and determine aesthetics attributes of the digital images. The digital images can then be arranged in way that prioritizes digital images that include relevant visual objects and that exhibit optimum visual aesthetics.

Abstract: Examples are disclosed that relate to updating system software of a computing device located at a network edge between a local network and a cloud service. One disclosed example provides a method comprising booting into a system disk image at a boot location, receiving and storing an updated system disk image from a server computing device. The method further comprises changing the boot location from a location of the system disk image to a location of the updated system disk image and booting into the updated system disk image.

Abstract: Methods, systems, and computer-readable media for GPU code injection to summarize machine learning training data are disclosed. Training of a machine learning model is initiated using a graphics processing unit (GPU) associated with a machine learning training cluster. The training of the machine learning model generates tensor data in a memory of the GPU. The GPU determines a summary of the tensor data according to a reduction operator. The summary is smaller in size than the tensor data and is output by the GPU. A machine learning analysis system performs an analysis of the training of the machine learning model based at least in part on the summary of the tensor data. The machine learning analysis system detects one or more conditions associated with the training of the machine learning model based at least in part on the analysis.

Abstract: Methods, systems, and computer-readable media for debugging and profiling of machine learning model training are disclosed. A machine learning analysis system receives data associated with training of a machine learning model. The data was collected by a machine learning training cluster. The machine learning analysis system performs analysis of the data associated with the training of the machine learning model. The machine learning analysis system detects one or more conditions associated with the training of the machine learning model based at least in part on the analysis. The machine learning analysis system generates one or more alarms describing the one or more conditions associated with the training of the machine learning model.

Abstract: A centralized controller for probing and securing vulnerable network resources is disclosed. A list of services hosted by a resource is received at the controller. A request to probe the list of services hosted on the resource is received by the controller. A probe candidate is determined by the controller. The probing is triggered by the controller based on a user scheduled time. The probing includes sending a probe packet that contains a special marker. The controller sends the list of resources to be probed for a set of port and protocol, to the probe candidate. A probe result generated as a result of the probing is received at the controller. The probe result includes vulnerable service information. A policy is computed based on the probe result and is enforced on the probed resources.

Abstract: Dynamic thumbnails are described. Dynamic thumbnails provide a convenient and automated approach for providing thumbnails that are contextually relevant to a user. In at least some implementations, an input image is analyzed to generate tags describing objects or points of interest within the image, and to generate rectangles that describe the locations within the image that correspond to the generated tags. Various combinations of generated tags are analyzed to determine the smallest bounding rectangle that contains every rectangle associated with the tags in the respective combination, and a thumbnail is created. A user input is received and compared to the tags associated with the generated thumbnails, and a thumbnail that is most relevant to the user input is selected and output to the user.

Abstract: The present invention is related to the novel oral dosage form for sustained release of crocin-1, a active constituent of Crocus sativus extract or fraction and a process for preparing the same wherein the extract is wet-granulated using excipients, biodegradable polymers and/or non-biodegradable polymers alone or in combination. The said formulations are useful for the treatment of chronic inflammatory diseases wherein NLRP3 inflammasome is involved.

Abstract: A network switch may determine a prioritized set of state parameters for the network switch. The network switch may receiving an indication of a command and may, in response, determine whether the command is currently performable based at least in part on comparing a set of current state information of the network switch with the prioritized set of state parameters. The network switch may, in response to determining the command is not currently performable, re-determine, at a specified future time, whether the command will be performable at the specified future time based at least in part on comparing the set of state information of the network switch at the specified future time with the prioritized state of state parameters.

Abstract: Probe and secure the vulnerable network services using a centralized controller, according to one embodiment. A list of services hosted by a resource is received at a controller. Request by the controller, to probe the list of services received by the controller. The probing is triggered by the controller based on a user scheduled time. The list of services executing on another resource is probed by the resource. The probing includes sending a probe packet that contains a special marker. A probe candidate is determined by the controller. Send the list of resources to be probed for a set of port and protocol to the probe candidate. A probe result generated as a result of the probing is received at the controller. The probe result includes vulnerable service information. A policy is computed based on the probe result to enforce on the resource.